Urchade Zaratiana

GLiNER. Generalist and Lightweight Model for Named Entity Recognition (Extract any entity types from texts)

GraphER. GraphER: A Structure-aware Text-to-Graph Model for Entity and Relation Extraction

ATG. Official code for our paper "An Autoregressive Text-to-Graph Framework for Joint Entity and Relation Extraction" which will be published at AAAI 2024.

graph-neural-nets. Graph neural networks tutorial in pytorch (GCN, GAT, Node2vec, GraphSAge, ClusterGCN, ...)

EnriCo. EnriCo: Enriched Representation and Globally Constrained Inference for Entity and Relation Extraction

Filtered-Semi-Markov-CRF. Code for our paper accepted at EMNLP 2023 (Findings)

semi-supervised-learning. Semi-supervised learning tutorial in pytorch (pseudio label, Pi model, mean teacher, FixMatch, UDA)

molgen. Molecule SMILES generation with GAN and Reinforcement Learning (Training Language GAN from scratch)

span-structured-prediction. Repository for my research on span-based structured prediction for information extraction

GNNer. Code for "GNNer: Reducing Overlapping in Span-based NER Using Graph Neural Networks"

struct_ie. Structured information extraction with LLMs

DyREx. DyREx: Dynamic Query Representation for Extractive Question Answering, accepted at ENSLP@NeurIPS2022

Zero-shot-Text-classification. "Test Anywhere: Zero-Shot Learning for Text Classification" paper implementation

HNER. Hierarchical Transformer Model for Scientific Named Entity Recognition

transformer-tutorial. Transformer tutorial in pytorch (Bi-directional, Autoregressive, Sequence-to-sequence)

GLiClass. Generalist and Lightweight Model for Text Classification

global-span-selection.

gliner-spacy. A spaCy wrapper for GliNER

bert-summarization. Extractive text summarization with BERT

synthetic_attention. Python

DyREF. DyReF: Extractive Question Answering with Dynamic Query Representation for Free